Plankton community and copepod production in a temperate coastal lagoon: What is changing in a short temporal scale?

Plankton community and copepod production in a temperate coastal lagoon: What is changing in a short temporal scale?

Journal Pre-proof Plankton community and copepod production in a temperate coastal lagoon: What is changing in a short temporal scale? Joana Cruz, M...

2MB Sizes 1 Downloads 43 Views

Journal Pre-proof Plankton community and copepod production in a temperate coastal lagoon: What is changing in a short temporal scale?

Joana Cruz, M. Alexandra Teodósio, Susana Garrido, Radhouane Ben-Hamadou, Luís Chícharo, Pedro Ré, A. Miguel P. Santos PII:

S1385-1101(19)30138-8

DOI:

https://doi.org/10.1016/j.seares.2020.101858

Reference:

SEARES 101858

To appear in:

Journal of Sea Research

Received date:

22 May 2019

Revised date:

24 January 2020

Accepted date:

27 January 2020

Please cite this article as: J. Cruz, M.A. Teodósio, S. Garrido, et al., Plankton community and copepod production in a temperate coastal lagoon: What is changing in a short temporal scale?, Journal of Sea Research (2020), https://doi.org/10.1016/ j.seares.2020.101858

This is a PDF file of an article that has undergone enhancements after acceptance, such as the addition of a cover page and metadata, and formatting for readability, but it is not yet the definitive version of record. This version will undergo additional copyediting, typesetting and review before it is published in its final form, but we are providing this version to give early visibility of the article. Please note that, during the production process, errors may be discovered which could affect the content, and all legal disclaimers that apply to the journal pertain.

© 2020 Published by Elsevier.

Journal Pre-proof

Plankton community and copepod production in a temperate coastal lagoon: what is changing in a short temporal scale?

Joana Cruz1,2,4,* [email protected], M. Alexandra Teodósio1, Susana Garrido2,4, Radhouane BenHamadou3, Luís Chícharo5, Pedro Ré4 and A. Miguel P. Santos1,2

1

Centro de Ciências do Mar do Algarve, Universidade do Algarve. Campus de Gambelas, 8005-139

oo

f

Faro, Portugal 2

Instituto Português do Mar e da Atmosfera - IPMA, Rua Alfredo Magalhães Ramalho, 6, 1449-006

pr

Lisboa, Portugal 3

4

Pr

University, PO Box 2713, Doha, Qatar

e-

Department of Biological and Environmental Sciences, College of Arts and Sciences, Qatar

Marine and Environmental Sciences Centre (MARE), Faculdade de Ciências, Universidade de

al

Lisboa, Campo Grande, 1749-016 Lisboa, Portugal 5

rn

Centre for Marine and Environmental Research (CIMA), University of Algarve, Campus de

*

Jo u

Gambelas, 8005-139 Faro, Portugal

Corresponding author at: Present address: Centro de Ciências do Mar do Algarve, Universidade do

Algarve. Campus de Gambelas, 8005-139 Faro, Portugal.

Abstract

Coastal lagoons are often exposed to intense short-term environmental changes and strong anthropogenic pressures influencing zooplanktonic communities and production. However, most works focus on long-term temporal scales using monthly or seasonal sampling strategies. The

Journal Pre-proof present study analysed the structure of the mesozooplanktonic assemblages, the production (egg production rates) and physiological condition (RNA:DNA ratio) of the copepod Acartia clausi in a temperate coastal lagoon (Ria Formosa) during the summer, using an intensive sampling approach. Salinity was the main factor affecting the short-term variability of mesozooplankton composition, followed by tidal phase (ebb tides) and semilunar cycle (spring tides). There was a positive relationship between the abundance of Appendicularia and the cladoceran Penilia avirostris with the toxic dinoflagellate Gymnodinium catenatum, suggesting no deleterious effects. The egg

f

production rate of A. clausi was influenced by salinity and ammonia concentration, with a positive

oo

correlation between the egg productivity and the macronutrient, showing a possible adaptation of

pr

this calanoid species. The RNA:DNA index was positively related to egg production rate,

e-

suggesting that it is a good proxy for the reproductive output of copepods, even in short-term periods. This study shows that different timescales need to be included in regular monitoring of

Pr

planktonic assemblages in coastal lagoons in order to understand the influence of environmental

rn

al

and anthropogenic variables on marine organisms.

Jo u

Keywords: Acartia clausi, egg production rate, Ria Formosa coastal lagoon, RNA:DNA ratio.

1. Introduction

Coastal lagoons are shallow nutrient-rich ecosystems, being a typically unstable environment threatened by climate changes and usually under intense anthropogenic pressures

Journal Pre-proof (Barbosa and Chícharo, 2011). Planktonic organisms respond rapidly to modifications in the environment, therefore are considered good indicators of environmental change in the ecosystems. However, it is difficult to infer the specific links between environmental variability and plankton dynamics in coastal lagoons. Tidal dynamics is usually strong and the major mechanical energy input in coastal lagoons, forcing water circulation through turbulent mixing and driving the physical, chemical and biological interactions inside these ecosystems (Schelske and Odum, 1962). Besides changes in tides, daily variability in wind stress on the water surface and freshwater input

f

generally provide part of the mechanical energy necessary for the structuring of coastal lagoons

oo

(Barbosa, 2010).

pr

The dynamics of planktonic communities in transitional systems highlights the unsteadiness

e-

of their spatial and temporal features. Most studies in these areas are developed under a monthly sampling strategy (e.g. Primo et al., 2009; Vieira et al., 2015), missing the short-term changes in the

Pr

structure and production in those ecosystems, related to circatidal, circadian and circalunidian

al

periodicities (Last et al., 2009). Although there is a significant number of studies on zooplankton communities in coastal lagoons worldwide, the patterns of planktonic production and the trophic

rn

interactions of their assemblages are poorly known (e.g. Repelin, 1985; Heerkloss et al., 1991;

Jo u

Sprung, 1994; Marques, 2005).

Planktonic communities can be quite distinct between coastal lagoons located in the same geographic area, depending on their interactions with the sea, local hydrodynamics and the influence of other physical parameters. These communities have a relevant role in sustaining the functioning and productivity of these areas, serving as a breeding and feeding ground for many species of fish and birds, and supporting a wide range of human activities, such as fisheries, shellfish farming and tourism (Barbosa, 2010). There are several examples of planktivorous fishes using these coastal lagoons as nursery areas (e.g. anchovies, sardines and some sparids), or living here as residents (e.g. atherinids) (Chícharo et al., 2012). The planktonic production of these areas also supports the important production of bivalves (Chícharo and Chícharo, 2001). At the same

Journal Pre-proof time, these planktonic assemblages can also be a threat to the ecosystem services of coastal lagoons , when noxious blooms occur, including toxic microalgae that threaten higher trophic levels, zooplankton and bivalves (Cerejo and Dias, 2007), or harmful jellies that quickly consume early phases of fishes in nursery areas (Pereira et al., 2014). Therefore, the planktonic dynamics and production of these ecosystems need to be investigated in a significantly higher temporal resolution than the one usually used to study them. Copepoda is the dominant group of mesozooplanktonic communities (Mauchline, 1998) and

f

represents the major link between microbial food webs and higher trophic levels (Kiørboe, 1997).

oo

Among Copepoda, the genus Acartia is one of the most ubiquitous and abundant inhabiting coastal

pr

lagoons and estuarine systems (Azeiteiro et al., 2005; Leandro et al., 2007), thus, it is extremely

e-

important to estimate its secondary production. The most common technique used to estimate secondary production in laboratory and field studies is the egg production rate method (EPR)

Pr

(Runge and Roff, 2000), that indicates the current nutritional status of wild caught copepods as well

al

as their adaptations to environmental variability over a short period of time (~24 h). However, in the last decades, biochemical approaches such as the determination of RNA:DNA ratio have been

rn

developed to assess the physiological condition of copepods (Chícharo and Chícharo, 2008), as an

Jo u

indicator of growth (Elser et al., 2000; Wagner et al., 2001), nutritional condition (Wagner et al., 1998; Vehmaa et al., 2012), dormant condition (Kobari et al., 2013) and egg viability (Hogfors et al., 2011). Additionally, the RNA:DNA ratio has been shown to be correlated with female egg production (Nakata et al., 1994; Saiz et al., 1998; Gorokhova, 2003; Cruz et al., 2017), making it a potential alternative method for the estimation of production, with several advantages over the traditional techniques such as sensitivity, precision and repeatability. In this study, we aim to analyze the short-term variability of the mesozooplanktonic assemblage structure in a temperate coastal lagoon (Ria Formosa) during the peak production period that occurs during summer, which is typical of the unimodal annual cycle of planktonic production that occurs in the temperate coastal lagoons (Barbosa and Chícharo, 2011). For that, we

Journal Pre-proof investigate the correlation between the mesozooplankton dynamics and the environmental conditions (abiotic and biotic parameters). Particularly, the production (EPR and female’s secondary production) and physiological condition (RNA:DNA ratio) of Acartia clausi are assessed in relation to the main hydrological parameters and phytoplanktonic prey availability.

2. Methods

oo

f

2.1. Study area

pr

Ria Formosa is a highly productive system of great ecological and economic importance

e-

recognized by the Ramsar Convention and Natura 2000, being a National Park since 1987. It is a mesotidal coastal lagoon system located in the south of Portugal with approximately 55 km length

Pr

and a maximum 6 km width, with a total wetland of circa 110 km2, five sandy barrier islands and

al

being permanently connected with the Atlantic Ocean by six inlets (Fig. 1). The tidal range varies between 0.5 m at neap tides and 3.5 m during spring tides, causing semidiurnal and fortnightly tidal

rn

amplitudes variations (Falcão and Vale, 1990). It is a considerably shallow system with average

Jo u

depths of 2 m, reaching an average of 6 m at the main navigable channels (Newton and Mudge, 2003). The freshwater inputs are scarce except for few months in autumn and winter when rainfall occurs, leading to low run-offs. The salinity of the water ranges on average from 32 to 36.5 and the hydrodynamic circulation is dominated by the tidal cycle (Newton and Mudge, 2003). The climate is predominantly Mediterranean, characterized by hot dry summers and warm wet winters.

2.2. Sampling

Sampling occurred in a fixed station (37º00'16.91" N - 7º59'14.13"W) in the Ria Formosa lagoon system from July 28th to September 3rd, 2009 (Fig. 1). Mesozooplankton samples were collected with a WP2 conical net with 0.13 m2 mouth opening and 200 μm mesh size, horizontally

Journal Pre-proof towed just below the sea surface, for 5 min at approximately 2 knots, equipped with a HydroBios flow meter. Every day and for 19 days, two hauls were taken in the morning around 11h00, and in the afternoon around 16h00. At the end of each haul, the cod end content was preserved in 4% buffered formalin for posterior determination of zooplankton composition and abundance. Environmental variables such as temperature, salinity, pH and dissolved oxygen were measured with a hand-held meter (VWR Symphony SP90M5). Precipitation data during the sampling period was obtained from the Sistema Nacional Informação Recursos Hídricos (http://snirh.pt/). Surface

f

water samples were taken for the determination of nutrients concentration (nitrates, nitrites,

oo

ammonia, phosphates, and silica) and for identification and quantification of the major

pr

microplankton taxa. The dissolved inorganic macronutrients concentrations were determined

e-

according to a spectrophotometric method using Spectroquant cell test photometric kits (Merck Millipore) and the Spectroquant Nova 60 photometer (Merck Millipore). Samples of microplankton

Pr

were preserved with acid Lugol’s solution and subsamples of 50 ml were concentrated by

al

gravimetric sedimentation by the Utermöhl technique (Hasle, 1978) and observed using a Zeiss IM35 inverted microscope with phase contrast and bright field illumination. The carbon content of

rn

the main microplankton groups were calculated based on the equations given in Smayda (1978),

Jo u

using the cells measurements performed by Garrido et al. (2008). Zooplankton samples were fractioned with a Folsom plankton splitter, and at least 500 organisms were counted and identified under a Leica S8 APO stereoscopic microscope. The abundance of taxa was expressed as the number of individuals per cubic meter (ind m-3).

Pr

e-

pr

oo

f

Journal Pre-proof

al

Fig. 1 – Map of the studied area with the fixed sampling station located in the western part of Ria Formosa Coastal lagoon (light grey triangle).

rn

To obtain the total biomass, the displacement volume was calculated and converted to dry

Jo u

weight using the following equation (Wiebe, 1988):

𝐿𝑜𝑔10(𝐷𝑉) = −1.842 + 0.865 𝐿𝑜𝑔10(𝐷𝑊)

where DV is the displacement volume (mL) and DW is dry weight (mg).

2.3. Egg production experiments

Egg production rates (EPR) experiments were performed for 12 days within the sampling period during high tide. To catch females of the free-spawning copepod Acartia clausi an additional tow was conducted with the same conical net, but with a lower velocity to avoid copepods

Journal Pre-proof disturbance. The cod-end content was gently transferred to a clean insulated container and diluted with surface seawater for transport to the laboratory. Then, females were gently sorted with the help of a glass pipette and placed in 500 ml glass goblets (experimental units), already filled with natural water sieved through a 50 μm mesh to remove any copepod eggs and metazoan zooplankton prior to the experiments. Six experimental units (500 ml goblets) were used at each experimental day, and 5 to 8 undamaged and actively swimming females were placed in each. The experiment lasted for 24 hours, after which all the females were removed by sieving the water through a 200 µm mesh and

oo

and nauplii were counted to determine the egg production rate.

f

placed in liquid nitrogen for posterior RNA:DNA ratio analysis. Additionally, all the existing eggs

pr

The Carbon-specific egg production rates (SEP) of Acartia clausi was calculated according

𝑊𝑒 𝑊𝑓

e-

to the equation:

Pr

𝑆𝐸𝑃 = 𝐸𝑃𝑅 ×

al

where EPR is the number of eggs female −1 day−1, We is the egg carbon content and Wf is the female

rn

carbon biomass. Egg carbon content was assumed to be 0.04 µg C egg-1 (Kiørboe and Sabatini,

Jo u

1995). Female carbon weights were estimated from prosome lengths (PL) using the equation log(Wf)=3.055*log(PL) -8.444 (Ayukai, 1987). The biomass was calculated by multiplying the female carbon weight by the abundance of females. Female copepod production was then calculated by multiplying the female biomass by SEP.

2.4. RNA:DNA ratio analysis

RNA and DNA of adult females of Acartia clausi used in the EPR experiments were estimated with the microplate fluorescent assay (MFA) of Ikeda et al. (2007). The MFA assay is a modification of the sequential fluorometric method of Bentle et al. (1981) in which DNA and RNA in a single sample are determined sequentially by the addition of DNase and RNase. The sequential

Journal Pre-proof fluorometric method was modified to the MFA with 96-well microtiter plates and the DNase step was eliminated using a sarcosyl extraction technique (Wagner et al., 1998). The wet weight (WW) of a batch of 5 to 30 females was determined to obtain at least 0.5 mg of WW. The organisms were homogenized by sonication (3 pulses of 50 A during 1 min) with cold sarcosyl extraction buffer. The volume of extraction buffer was 100 μl (0.5%). Afterwards, all the samples were shaken for 30 minutes at room temperature on a vortex mixer equipped with a multiple-vial head. Next, they were centrifuged (12000 × g; 0-4ºC) for 15 min to separate insoluble

f

copepods remains. The samples were subsequently diluted 1:10 with Tris buffer to reduce the

oo

sarcosyl concentration to 0.05%. In each run, duplicate 50 μl aliquots of supernatants of the samples

pr

and duplicates of 0, 0.6, 1.1, 1.7 and 2.3 μg ml–1 DNA standard solutions (λ-phagus 0.25 μg μl–1 from Roche) and 0, 3.6, 7.3, 10.9 and 14.6 μg ml–1 RNA standard solutions (16s–23s E. coli 4 μg

e-

μl–1 from Roche) were transferred to 96-well microplates (type nuclon black round bottom). The

Pr

mean ratio of the slopes of the standard curves was 2.5 ± 0.2, which allows comparing the

al

RNA/DNA ratio results determined by other protocols (Caldarone et al., 2006). The fluorescence was then scanned after addition of the fluorescent dye on a microplate reader (Biotek synergy HT

rn

model SIAFRTD) with 360 nm (excitation) and 590 nm (emission) (first scan- total fluorescence

Jo u

RNA and DNA). After the first reading, RNase solution (15 μl, 0.12µg ml-1) was added to each well and incubated at 37ºC for 30 minutes. The concentration of DNA was calculated directly by the standard curve. The concentration of RNA was determined indirectly by subtraction of DNA fluorescence (second scan) from total fluorescence (first scan).

2.5. Data analysis

The diversity of the mesozooplankton communities was determined as the number of species (species richness) and the Shannon-Wiener index, using PRIMER-6 software (Clarke and Gorley, 2006).

Journal Pre-proof After the exploratory analysis of the mesozooplankton data using linear models, the data distributions were checked. Generalized Additive Mixed Models (GAMMs) were used to evaluate the potential contribution of selected independent environmental variables (water temperature, salinity, dissolved oxygen, food availability, nutrients, tidal phase and tidal coefficient) in explaining the variability of the dependent variables (abundance of the main mesozooplankton taxa). GAMMs are a flexible class of statistical predictive models which allow nonlinear relationships between a set of predictors and a dependent variable, using data not collected

f

according to a balanced design and dealing with heterogeneity or temporal correlation in the counts.

oo

The models were fitted in the open source software R 2.15.3 (R Development Core Team, 2013),

pr

using the gamm function from the mgcv library (Wood, 2006), with all smoothness parameters

e-

estimated using restricted maximum likelihood (REML). Smoothing splines were used to represent the nonlinear effect of the predictors. The tidal phase was used as a factor, attributing it to each

Pr

sampling at each specific time. The dependent variable was modelled using Gaussian distribution

al

functions with a logarithmic link. The temporal auto-correlation of the data was treated with an autoregressive model of order one (AR-1) (from the nlme library for R). From the full set of

rn

calculated models (considering different explanatory variables and lognormal distribution

Jo u

functions), we selected the best models, and thereby the explanatory variables most likely responsible for the variability of mesozooplankton abundances, based on Akaike Information Criterion (AIC; Sakamoto et al., 1986). AIC gives information about the degree of fit of a model with the number of variables, to find the most parsimonious model. The statistical significance of the terms in the model (based on the approximate p-values produced by GAMM) was also considered. All the dependent variables were log transformed prior the analysis. Generalized Linear Models (GLM; Venables and Ripley, 2002) were used to analyse the variability of EPR and RNA:DNA ratio of Acartia clausi. For both response variables, a Gaussian GLM was used with an identity link. The following predictor variables were considered for EPR: temperature, salinity, dissolved oxygen, food availability and nutrients. To analyse the RNA:DNA

Journal Pre-proof ratio variability and possible relation to egg production rates, the same independent variables were used adding the EPR. Model predictors were selected and removed by backward elimination based on the AIC. Only those predictors which contributed significantly to the model were kept. All the model analyses were also performed using the open source software R 2.15.3 (R Development Core Team 2013).

f

3. Results

pr

oo

3.1. Environmental conditions and food availability

e-

Water temperature ranged from 20.8 and 27.8 ºC and salinity from 34.3 to 37.6, the latter with lower values registered at the end of August and beginning of September (Fig. 2). Dissolved

Pr

oxygen ranged from 4.2 to 8.7 mg L-1 and pH between 8 and 8.3 (see Table S1, Supplementary material). Ammonia showed a minimum value of 0.04 mg L-1 and a maximum of 0.68 mg L-1 (Fig.

al

2), nitrites with a minimum of 0.002 mg L-1 and a maximum of 0.056 mg L-1, nitrates with values

rn

ranging from 0.03 to 0.24 mg L-1, phosphate concentrations from 0.04 to 0.21 mg L-1, and silica

Jo u

concentrations between 0.06 and 0.85 mg L-1 (see Table S1, Supplementary material). All the macronutrients increased the concentrations with time, showing maximum values at the end of August. There was no precipitation during all the sampling period.

Jo u

rn

al

Pr

e-

pr

oo

f

Journal Pre-proof

Fig. 2 - Environmental parameters measured in Ria Formosa lagoon during the sampling days from July 28 th to September 3 rd, 2009, that influenced significantly the zooplankton community and production (Temperature ºC, Salinity, NH4 – ammonia mg L-1)

Considering the carbon content of the main groups of microplankton (Fig. 3; Table I), dinoflagellates were clearly dominant during this study, with densities ranging from 1.6 to 802.8 μg C L-1, with higher values occurring at the end of the sampling period (see Table S2, Supplementary material). The most abundant taxa were Protoperidinium spp., Protoperidinium quinquecorne, Gymnodinium spp., Gymnodinium catenatum, Scrippsiella trochoidea and Prorocentrum spp. (Fig 3; Table I). The mean carbon content of ciliates oscillated throughout the sampling period, with a minimum value of 2.2 and a maximum of 72.4 μg C L-1, while the diatoms were the least abundant

Journal Pre-proof group (minimum: 0.3 μg C L-1 maximum: 16.4 μg C L-1) (Fig. 3). The most representative taxa of diatoms were Rhizosolenia spp. and Leptocylindrus spp. (Table I).

Table I - Mean carbon content (µg C L-1) of the main microplankton taxa identified in Ria Formosa lagoon from July 28th (28J) to September 3rd (03S), 2009. Taxa

Mean ± SD

Diatoms

3.8 ± 3.1

Rhizosolenia spp.

2.7 ± 2.4

Leptocilyndrus spp.

0.6 ± 2.5 102.4 ± 157.6

f

Dinoflagellates

0.8 ± 1.4

Protoperidinium spp.

36.4 ± 134.7

8.5 ± 17.3

Pr

e-

Gymnodinium catenatum Prorocentrum spp.

Jo u

rn

al

Ciliates

38.0 ± 73.1

pr

Protoperidinium quinquecorne Gymnodinium spp.

oo

Scrippsiella trochoidea

1.8 ± 4.3 1.0 ± 1.4 30.6 ± 18.8

Pr

e-

pr

oo

f

Journal Pre-proof

rn

al

Fig. 3 – Daily average of carbon content (µg C L-1) of the main microplankton groups and dinoflagellates species identified in Ria Formosa from July 28 th to September 3 rd, 2009, that influenced significantly the zooplankton community and production. Data are represented as %.

Jo u

3.2. Mesozooplankton biomass, diversity and abundance: environmental conditions influence

The biomass of mesozooplankton did not show any clear pattern with time and ranged from 3.3 to 208.8 mg m-3. The Shannon-Wiener diversity index presented values between 1.1 and 2.3, while species richness varied between a minimum of 11 to a maximum of 24 taxa (see Table S3, Supplementary material), and these indices did not show any clear pattern with time, as well. Total mesozooplankton abundance was on average 6220.9 ± 9225.8 ind m-3 ranging between 206.4 and 38970.0 ind m-3, and higher values were registered at the end of August and beginning of September (Table II; see Table S4, Supplementary material)).

Journal Pre-proof Table II - Mean abundances (ind.m-3) of mesozooplankton taxa identified in Ria Formosa lagoon from July 28 th to September 3 rd, 2009.

Corycaeus spp. Harpacticoida Euterpina acutifrons Clytemnestra spp. Microsetella spp. Cirripedia Nauplii Cyprids Ostracoda Cumacea Decapoda Caridea Thalassinidae Anomura Brachyura Chaetognatha Doliolida Appendicularia Ascidiacea Ichthyoplankton Eggs Larvae Total Zooplankton

oo

pr

e-

Pr

2.0 ± 5.9 0.3 ± 1.8 1144.3 ± 2930.8 1131.7 ± 2934.5 12.6 ± 29.3 6.3 ± 14.1 104.8 ± 139.2 4.0 ± 9.8 1242.4 ± 2824.4 392.7 ± 971.5 52.7 ± 119.1 797.1 ± 2122.1 3453.7 ± 4592.0 125.3 ± 203.5 204.1 ± 354.3 0.6 ± 3.1 394.0 ± 821.4 6.6 ± 39.7 2.0 ± 7.9 1.9 ± 8.2 737.9 ± 2320.4 44.6 ± 116.7 634.8 ± 1630.4 28.8 ± 86.7

Mean ± SD 5.1 ± 22.0 1103.8 ± 1614.1 158.6 ± 359.7 5.6 ± 19.9 0.1 ± 0.6 131.0 ± 187.1 105.9 ± 169.7 25.1 ± 38.5 0.8 ± 3.4 0.2 ± 1.0 36.8 ± 65.6 8.2 ± 33.2 0.04 ± 0.2 17.8 ± 45.1 10.7 ± 16.6 11.2 ± 26.0 9.1 ± 48.9 51.1 ± 154.8 22.5 ± 32.3 0.5 ± 0.9 0.1 ± 0.3 0.4 ± 0.9 6220.9 ± 9225.8

rn

Hydromedusae Siphonophora Mollusca Gastropoda larvae Bivalvia larvae Polychaeta larvae Amphipoda Isopoda Cladocera Podon spp. Evadne spp. Penilia avirostris Copepoda Nauplii Paracalanus spp. Clausocalanus spp. Acartia clausi Paracartia grani Temora longicornis Temora stylifera Centropages chierchiae Pontellidae Oithona spp. Oncaea spp.

Taxa

f

Mean ± SD

al

Taxa

Jo u

A total of 41 taxa of mesozooplankton were identified during the sampling period (Table II). Copepoda was the most abundant group with an average of 3453.7 ± 4592.0 ind m-3, followed by Cladocera (1242.4 ± 2824.4 ind m-3; Fig. 4), Mollusca larvae (1144.3 ± 2930.8 ind m-3) and Cirripedia larvae (131.0 ± 187.1 ind m-3; Fig. 4). Copepoda abundance showed higher peaks in the second half of the sampling period (Fig. 4), very similar to the total zooplankton abundances pattern, and the dominant species were the Calanoida Centropages chierchiae (21.4%), Acartia clausi (11.4%), Paracalanus spp. (5.9%), the Cyclopoida Oithona spp. (18.4%) and the Harpacticoida Euterpina acutifrons (4.6%) (Fig. 5; Table II).

Pr

e-

pr

oo

f

Journal Pre-proof

Jo u

rn

al

Fig. 4 – Daily average abundances (ind.m-3) of the main mesozooplankton taxa in Ria Formosa lagoon from July 28 th to September 3 rd, 2009, that were significantly influenced by the environmental conditions.

Pr

e-

pr

oo

f

Journal Pre-proof

rn

al

Fig. 5 - Abundances (ind.m-3 ) of the main mesozooplankton species in Ria Formosa lagoon from July 28 th to September 3rd, 2009, that were significantly influenced by the environmental conditions. Data are represented as %.

Jo u

Salinity was the most important environmental factor that explained the distribution of most mesozooplankton taxa (Table III). This parameter influenced the abundance of Copepoda, as well as of particular species within this group, such as Paracalanus spp., Acartia clausi, Centropages chierchiae, Oithona spp. and Euterpina acutrifons, but also influenced Cirripedia larvae. The abundance of all taxa seemed to respond to an optimal salinity around 34.5-35 and then decreased towards higher salinities. The tidal phase explained also the abundances of Copepoda (Paracalanus spp., A. clausi, C. chierchiae and Oithona spp.), Decapoda larvae (Fig. 4) and the species richness being positively related to ebb tides, negatively related to low tides and in some cases also to flood tides (A. clausi, Decapoda larvae and species richness) (Table III). Tidal coefficient significantly influenced Copepoda (Oithona spp. and E. acutifrons) and Decapoda larvae, the three showing higher abundances when the tidal range increased, i.e. during spring tides (Table III).

Journal Pre-proof Appendicularia (Fig. 4) registered higher abundances around 27 ºC and was the only taxa influenced by the increase in temperature (Table III). The abundance of the toxic dinoflagellate Gymnodinium catenatum was positively related to the abundance of Appendicularia and the cladoceran Penilia avirostris (Table III), while two other dinoflagellates, Scrippsiella trochoidea and Prorocentrum spp., were significantly related to the variability in the abundance of the cladocerans Evadne spp. and P. avirostris, respectively, presenting higher abundances when the carbon content of the two dinoflagellate genus increased (Table III). Higher biomass of total

oo

f

Diatoms influenced Evadne spp. abundance.

SR

Copep.

Parac

Acart

Pr

e-

pr

Table III - Results of Generalized Additive Mixed Models (GAMMs), species richness (SR) and abundance of mesozooplankton taxa in ind. m-3 (Copep – Copepoda; Parac. – Paracalanus spp.; Acart. – Acartia clausi; Centrop. – Centropages chierchiae; Oith – Oithona spp.; Euterp. – Euterpina acutifrons; Evad. – Evadne spp.; Penil. – Penilia avirostris; Append. – Appendicularia; Decap. – Decapoda larvae; Cirrip. – Cirripedia larvae) with indication of significant explanatory variables: tidal phase as a factorial parameter (F – Flood; H – High; L – Low) and smooth terms (T – temperature ºC; S – salinity; TC – tidal coefficient m; Diat – diatoms μg C L-1; Scripp – Scrippsiella trochoidea μg C L-1; Proroc - Prorocentrum spp. μg C L-1; Gymnc– Gymnodinium catenatum μg C L-1. AIC is the Akaike Information Criterion. (Signif. codes: ‘***’ p < 0.001 ‘**’ p < 0.01 ‘*’ p< 0.05) Centrop

Oith

Tide E

18.7 ***

28.5 ***

9.0 ***

13.6 ***

6.8 ***

12.9 ***

6.9 ***

Tide F

-3.5 **

-1.4

-0.8

-3.7 ***

-1.4

-1.4

-3.1 **

Tide H

-0.2

-2.0

0.4

-1.4

0.1

0.2

-1.5

Tide L

-2.7 *

-3.0 **

-3.1 **

-2.4 *

-5.7 ***

-3.5 **

2.9 *

5.0 *

3.6 *

14.6 ***

12.6 **

Taxa

s(T) s(S)

7.7 ***

s(TC)

16.1 ***

s(Diat)

rn -5.0 ***

Jo u

Smooth terms

al

Parametric coefficients

3.7 *

5.2 **

Euterp

Evad

Append

Decap

Cirrip

6.1 ** 5.3 * 6.6 * 5.2 **

s(Scripp)

8.0 ***

s(Proroc)

3.1 *

s(Gymnc) AIC

Penil

142.9

147.5

142.9

172.0

140.7

160.3

164.0

4.4 *

15.9 ***

192.7

154.7

150.9

139.8

3.3. Acartia clausi EPR, RNA:DNA ratio and secondary production

The abundance of Acartia clausi females varied throughout the studied period, with maximum values of 662.5 ind. m-3, a minimum of 7.3 ind. m-3, and an average of 128.6 ± 178.4 ind.

Journal Pre-proof m-3 (Fig. 6a). The higher abundances were found at the end of August and beginning of September. EPR of Acartia clausi varied between 2 ± 0.6 and 12.5 ± 2.2 eggs female -1 day-1, with an average of 7.5 ± 2.9 eggs female-1 day-1 (Fig. 6b). RNA:DNA ratio ranged from 0.1 and 3.6, with an average of 1.8 ± 1.3 and higher values registered during the second half of August and beginning of September (Fig. 6c). The secondary production of females reflected their biomass and varied between 1.73 and 207.8 µg C m-3 day-1 and an average summer production of 42.6 ± 59 µg C m-3 day-1. Higher values were found at the end of the sampling period (Fig. 6d).

f

Total EPR of Acartia clausi was statistically significant and positively related to salinity and

oo

ammonium (Table IV). The RNA:DNA ratio was significantly and positively related to EPR, and

Jo u

rn

al

Pr

e-

pr

negatively related to temperature (Table IV).

Journal Pre-proof

b

pr

oo

f

a

d

Jo u

rn

al

Pr

e-

c

Fig. 6 – Acartia clausi females abundance (ind.m-3) (a), egg production rates (eggs female -1 day-1) (b), RNA:DNA ratio (c) and females secondary production (μg C m-3 day-1) (d) in Ria Formosa lagoon during twelve sampling days from 28 th July (28J) to 3 rd September (03S), 2009.

Table IV - Coefficients and significance (p-value) of each of the explanatory variables of the Generalized Linear Models (GLMs - Gaussian) describing the variation of the egg production rates (EPR) and the RNA:DNA ratios of

Journal Pre-proof Acartia clausi. NH4 represents ammonia. Levels of significance are represented as ***p< 0.0001, **p< 0.001, *p< 0.01 and n.i. represents variables not included in the final model after backward stepwise regression. AIC is the Akaike Information Criterion, LogLik is the log-likelihood of the fitted model, DF is the degrees of freedom. Coefficients

Independent

EPR

RNA:DNA

-

0.35**

n.i.

-0.54*

Salinity

-2.07*

n.i.

NH4

19.40*

-

Diatoms

n.i.

n.i.

Dinoflagellates

n.i.

n.i.

Ciliates

n.i.

n.i.

EPR

(identity)

Temperature

oo

Gaussian

f

variables

AIC

19.7

-23.35

9.27

4

4

pr

LogLik

54.69

Pr

e-

DF

al

4. Discussion

Jo u

rn

4.1. Mesozooplankton community: influence of environmental conditions

Salinity has been considered an important factor influencing zooplankton community structure, especially in estuarine and coastal environments that are subject of constant changes (Gunter, 1961; Day et al., 1989; Greenwald and Hurlbert, 1993). In the present study, salinity was one of the main factors affecting the abundances and variability of several taxa, including Copepoda (Paracalanus spp., Acartia clausi, Centropages chierchiae, Oithona spp. and Euterpina acutifrons) and Cirripedia larvae. The optimal salinity that favoured higher abundances of all the referred taxa was around 34.5-35, above which the abundances started to decrease. This is in accordance to a previous study in the northern Adriatic Sea with salinities ranging up to ~38, where a negative correlation was found between the abundance of calanoid species and salinity, with species such as Acartia clausi and Centropages kroyeri preferring lower salinities (Bojanić Varezić et al., 2015).

Journal Pre-proof Regarding the Cirripedia, several studies have shown that salinity is also one of the main factors influencing their early life stages (Anil and Kurian, 1996; Nasrolahi et al., 2016). In fact, the lower values of the copepod species and Cirripedia larvae abundances observed at the beginning of the present study indicate that the salinity values (> 36) inside the Ria Formosa lagoon were above their optimal metabolic conditions. There was no precipitation during the sampling period and the scarce and small rivers that provide freshwater inputs in this area are usually dry during summer months (Newton and Mudge, 2003). Therefore, salinity was considerably high during most of the sampling

f

consequence of shallow depth and high temperatures leading to increase evaporation, as well as by

oo

the inflow of seawater through the tidal cycle. During the last days of the sampling period, salinity

pr

values were slightly lower (~34 – 35), which can be explained by the Submarine Groundwater

e-

Discharge (SGD). This discharge can be defined as any and all flow of water on continental margins from the seabed to the coastal ocean, regardless of the fluid composition or driving force

Pr

(Burnett et al., 2003) and usually leads to an augment of nutrients concentrations in the area, that

al

may increase the occurrence of algal blooms (Baptista, 1993). In fact, there was an increase of the majority of nutrients at the end of August and beginning of September, and the occurrence of

rn

harmful algal blooms, such as Dynophysis acuta and Gymnodinium catenatum, during August 2009

Jo u

(Brito et al., 2012), supporting the idea of an SGD. The occurrence of SGD in the studied area was also reported by Leote et al. (2008) and Ibánhez et al. (2013), suggesting it as an important nutrient source to Ria Formosa.

As expected, the tidal cycle influenced the abundance of several zooplanktonic taxa in the lagoon. Neritic copepod species such as Paracalanus parvus, Acartia clausi, Centropages chierchiae and Oithona spp., as well as species richness showed a high correlation with the ebb tidal phase. A previous work has shown a tendency for higher copepod abundances towards the outer lagoon, particularly of neritic calanoids and cyclopoids (Marques, 2005). The lower abundances at the inner lagoon can be explained by the fact that they may be avoiding a deeper transport into it, moving to lower depths during flood tide and ascending to upper water column on

Journal Pre-proof ebb flows. In fact, the present sampling station is in an intermediate place between the inlet and the inner lagoon, and these copepods can use this strategy to prevent from penetrating into the lagoon and rapidly return to the open sea. Ebb currents are generally faster than flood ones in the main inner channels (Pacheco et al., 2010), favouring this behaviour. Decapod larvae abundance was also correlated to the ebb flow, which is in accordance with previous works showing that these early life stages selectively use tidal currents to disperse into the open sea and return to the lagoon or estuary during later larval stages to settle (Brookins and Epifanio, 1985; Morgan and Christy, 1997). The

f

tidal coefficient also explained the variability of Copepoda (Oithona spp. and Euterpina acutifrons)

oo

and Decapoda larvae. The abundances of these taxa were higher when there was an increase of the

pr

tidal coefficients (spring tides). During spring tides, the studied area is mainly dominated by ebb

e-

tides presenting higher mean velocities when compared to flood tides (Pacheco et al., 2010), which can be related to higher copepod abundances occurring during these periods. Also, many decapods

Pr

release their larvae to the environment on a semilunar cycle frequency when the tidal coefficient is

during the present study.

al

higher (spring tides) (Forward, 1987; Flores et al., 2007), the same pattern showed by decapods

rn

During the summer period of the studied area, temperature affected the abundance of

Jo u

Appendicularia (Oikopleura spp.) species. Previous studies on appendicularians showed that temperature is one of the main factors influencing population dynamics (Troedsson et al., 2002, Troedsson et al., 2013). Short generation times and high maximum rate of lifetime reproductive fitness influenced by the increase of temperature and food concentrations together with a low number of predators would induce a higher abundance of Appendicularia (Deibel and Lowen, 2012). However, during the studied period, the presence of potential predators such as copepods (López-Urrutia et al., 2004) in high densities must have limited Appendicularia abundance, despite the increase when the temperature raised. Additionally, there was a positive correlation between the abundances of Oikopleura spp. and Gymnodinium catenatum, despite the toxicity produced by the latter. This result is in accordance with the study conducted by Badylak and Phlips (2008) during a

Journal Pre-proof harmful algal bloom event where Oikopleura dioica abundances mimicked the toxic dinoflagellate Pyrodinium bahamense abundances pattern, while two copepod species abundances, Oithona colcarva and Acartia tonsa declined. The cladoceran Penilia avirostris also showed a positive correlation with G. catenatum, revealing that this species is not affected by the presence of the toxic dinoflagellate. In fact, other planktonic organisms such as Acartia clausi can ingest the toxic dinoflagellate G. catenatum with no apparent adverse effects in the feeding and egg production rates (Palomares-García et al., 2006). Observations by Schultz and Kiørboe (2009) suggested that

f

both Pseudocalanus elongatus and Temora longicornis could feed at high rates on Karenia

oo

mikimotoi for 24 h without any apparent deleterious effects. A. clausi was also shown to ingest more

pr

toxic cells of Alexandrium minutum as its concentration increased, although with this diet hatching

e-

success and nauplii production decreased (Frangópulos et al., 2000). In summary, present results add more evidence to the fact that some organisms are not affected by the presence of toxic

Pr

microalgae and must have developed defences against their toxicity.

al

In the present study, the cladocerans Penilia avirostris and Evadne spp. were correlated with the dinoflagellates Prorocentrum spp. and Scrippsiella trochoidea, respectively. Atienza et al.

rn

(2006) have found that the cladoceran Penilia avirostris ingests a broad spectrum of prey types

Jo u

including dinoflagellates and shows a behaviourally driven plasticity in prey selection. The fact that dinoflagellates were the dominant group of microplankton during this study may explain the positive correlation between these species. Due to the morphological characteristics of Evadne spinifera, Nival and Ravera (1979) suggested that this species can feed on organisms between 20 and 170 μm of total length, and probably can catch and hold animal prey or large algae. Moreover, Katechakis and Stibor (2004) studying feeding selectivity of cladoceran species, showed higher grazing coefficients of the congeneric Evadne nordmanni for the size classes 125, 175 and 205 μm, corresponding to an active selection of large diatoms. This supports the correlation found in the present study between Evadne spp. and diatoms, suggesting that this phytoplankton group is an important prey influencing the population dynamics of this species.

Journal Pre-proof

4.2. Acartia clausi production and RNA:DNA ratios: influence of environmental conditions

The main factors shaping the variability of egg production rates of Acartia clausi in a short temporal scale were salinity and ammonium. Previous studies reported that the main factors influencing Acartia reproduction are food availability (e.g. Uye, 1981, Kimmerer et al., 2005) and temperature (e.g. Uye, 1981, Castro-Longoria, 2003). Although it is well known that food is an

f

important factor for the reproduction of A. clausi (Uye, 1981, Pagano et al., 2004), it was not the

oo

case in the present study as this factor was not selected by the model that explain EPR variability

pr

(Table IV). This can be attributed to the fact that food was not a limiting factor during this season,

e-

when a relatively high abundance of dinoflagellates occurred, which are an essential food source for the reproduction of A. clausi (Band-Schmidt et al., 2008). Furthermore, most of the previous studies

Pr

have been conducted in a higher temporal scale than the present one or in laboratory experimental

al

conditions, therefore lacking a higher temporal resolution. As stated before, there was a salinity decreased (34-35) and macronutrients increased at the end of August and beginning of September,

rn

which corresponded to higher productivity of this calanoid species. Castro-Longoria (2003)

Jo u

recorded the highest A. clausi EPR at a salinity of 35, in an experiment using a salinity range between 15 and 35. Moreover, A. clausi egg production in a Northern African lagoon was negatively correlated to salinity, where it decreased with values over 35 occurring during the summer (Annabi-Trabelsi et al., 2012). In fact, the metabolism of this species in terms of respiration rates was lowest at a salinity of 35, meaning that it is well adapted to these conditions (Gaudy et al., 2000). The decrease of reproduction in salinities > 35 mean that salinity could be a limiting factor for A. clausi even when it encounters suitable food conditions. The other factor influencing the reproduction was ammonia, showing an increment in egg production rates when this nutrient increased. Only a few previous studies have observed the same pattern despite the toxicity of this nutrient. Moraitou-Apostolopoulou and Verriopoulos (1981) have found that A. clausi inhabiting

Journal Pre-proof polluted areas always laid a high number of eggs. Additionally, Buttino (1994) showed that chronic exposure to ammonia produced a significant increment in egg production rates of the same species during the experimental period of exposure. It seems that A. clausi when exposed to stressful environments may have a reproductive strategy of increasing the egg production or even that the population has developed an adaptation to higher levels of pollutants. The secondary production of A. clausi females was also higher at the end of the sampling period, peaking in the last days of August, and reflected mostly the curve of female’s biomass rather

f

than the egg production rates, which presented a lower variability throughout the sampling period.

oo

Although the egg production rate method includes only the adult fraction, underestimating the total

pr

secondary production, it has several advantages such as shorter periods of incubation, such as

e-

replicability and accuracy of biomass and fecundity measurements, and simplification in the identification (Poulet et al., 1995). Leandro et al. (2014) estimated the secondary production of A.

Pr

clausi juvenile fraction in the coastal lagoon of Ria de Aveiro, NW Portugal, in a monthly basis, but using the growth rate approach with a temperature dependent growth model. They obtained higher

al

values during September (23.9 µg C m-3 day-1) which are comparable to what was found in the

rn

present study during the same season (average: 42.6 ± 59 µg C m-3 day-1). Moreover, the summer

Jo u

production of A. clausi females in the adjacent coastal waters of Guadiana river estuary was higher than in Ria Formosa but also comparable to what was found in the present study (average values of 98.8 ± 84.3 µg C m-3 day-1; Cruz et al., 2017). These results suggest that there is a potential considerable flow of energy and matter through the planktonic food web, especially to the early stages of the important fisheries resources (e.g. Sardina pilchardus, Engraulis encrasicolus, Sparidae) (Chícharo et al., 2012) that use Ria Formosa lagoon system as a nursery habitat. RNA:DNA index of A. clausi adult females was positively related to the EPR and negatively to temperature, during the short sampling period. Previous studies, using different approaches such as laboratory experiments (Acartia grani: Saiz et al., 1998; Acartia bifilosa: Gorokhova, 2003) or in situ experiments (Paracalanus sp.: Nakata et al., 1994; Calanus sinicus: Ning et al., 2013; Acartia

Journal Pre-proof spp.: Cruz et al., 2017) have already shown this significant relationship between the two growth indices. This result is adding more evidence for the replacement of a more laborious and timeconsuming method such as the egg production rate determination with the RNA:DNA ratio methodology. Temperature has a strong effect on biochemical reactions such as the protein synthesis, i.e. higher temperatures will increase the metabolic rates without increasing the RNA concentration (Chícharo and Chícharo, 2008). Nakata et al. (1994) found significant differences between the

f

RNA:DNA ratio between sampling stations with different sea surface temperatures, and higher

oo

values of the index occurred when the temperature was lower. Saiz et al. (1998) also found a

pr

temperature dependency relationship between the EPR of A. grani and the RNA:DNA index. On the

e-

other hand, some studies did not find any correlation between temperature and the ecophysiological index (Gorockova, 2003; Ning et al. 2013; Cruz et al., 2017). The fact that there was no food

Pr

limitation during the sampling period probably induced a more evident influence of temperature on

al

the biochemical ratio. Also, even though the determination of RNA:DNA ratio occurred over a short temporal period, there was a high range of temperatures tested (between 23.1 and 27 ºC).

rn

Previous studies indicate that with a broader temperature range (>2°C) there is a need to include

Jo u

both temperature and RNA:DNA ratio terms when modelling fish larvae growth rates (Buckley et al., 1999). Regarding the copepods, particularly the genus Acartia, there are still some incongruences among studies in relation to the best predictors to achieve a good model of EPR estimation. Therefore, further in situ and laboratory experiments should be accomplished using different time scales, relating the EPR, RNA:DNA ratio, temperature and food availability.

5. Conclusions

In the present study, salinity (particularly lower values ~34.5-35) was the main factor inducing higher abundances of several zooplanktonic taxa and production of the calanoid copepod

Journal Pre-proof Acartia clausi. The expected occurrence of warmer and drier summers in the future due to climate change may promote higher salinity values in Ria Formosa lagoon system (Williams, 2001) affecting the mesozooplankton abundance and production, which will probably disturb the entire food web. Episodic events such as Submarine Groundwater Discharges will certainly be helpful to reverse a high salinity scenario. Neritic copepods and decapod larvae seem to be favoured by ebb flows, using these currents to be transported to the open sea. Copepods seem to avoid the inner parts of the lagoon, while

f

decapods use them to complete their larval development with the dispersion of newly hatched

oo

larvae into the ocean. To a lesser extent, semilunar cycle (tidal coefficient), temperature and food

pr

availability were also important in shaping zooplanktonic communities. The blooms of toxic

e-

dinoflagellates such as Gymnodinium catenatum, that are common in Ria Formosa lagoon during summer, do not have any deleterious effects in some taxa abundance (e.g., Apendicularia and

Pr

Penilia avirostris).

al

Besides salinity, the macronutrient ammonia was present in low concentrations in the water, which is generally recorded in many eutrophic areas, and induced higher fecundity of A. clausi

rn

females, suggesting that this copepod is well adapted to these conditions. RNA:DNA ratio was

Jo u

proved to be a good proxy of egg production rate. However, further experiments should be conducted, in different time-scales, to understand how different variables influence these biological indexes and to achieve a good model to simplify the estimation of secondary production. Ria Formosa coastal lagoon system presented a high variability in the plankton community (microplankton and mesozooplankton), as well as in the environmental factors that are constantly shaping species abundances, composition or production. It is unquestionable that long-term temporal scales studies using monthly or seasonal sampling strategies are important to continue monitoring plankton communities. However, the use of a more intensive sampling during the most productive seasons will be helpful to understand how sudden environmental changes can influence

Journal Pre-proof the community structure and production of these organisms, that are reflected in the interannual variability often difficult to explain.

Acknowledgements

The authors wish to thank David Piló, Renata Gonçalves and Eloise de Sá for their support during fieldwork and Centro de Ciência Viva do Algarve for the physical-chemical data. J.C. was

f

supported by FCT-Portuguese Foundation for Science and Technology through a Doctoral

oo

Fellowship (SFRH/BD/28198/2006). S.G. was supported by the Investigador FCT Program

pr

(IF/01546/2015). This study was supported by the European Regional Development Fund

e-

(COMPETE program- Operational Competitiveness Programme), and by Portuguese national funds from FCT through projects MODELA (PTDC/MAR/098643/2008), UID/Multi/04326/2016,

Pr

UID/Multi/04326/2019 and UID/MAR/04292/2013.

al

Declarations of interest: none

Jo u

rn

References

Anil, A.C., Kurian, J., 1996. Influence of food concentration, temperature and salinity on the larval development

of

Balanus

amphitrite.

Mar.

Biol.

127,

115-124.

https://doi.org/10.1007/BF00993651 Annabi-Trabelsi, N., Daly-Yahia, M.N., Belmonte, G., Aleya, L., Ayadi, H., 2012. Impacts of very warm temperature on egg production rates of three Acartiidae (Crustacea, Copepoda) in a Northern

African

lagoon.

J.

https://doi.org/10.1016/j.jtherbio.2012.03.003

Therm.

Biol.

37,

445–453.

Journal Pre-proof Atienza, D., Calbet, A., Saiz, E., Alcaraz, M., Trepat, I., 2006. Feeding ecology of the marine cladoceran Penilia avirostris: natural diet, prey selectivity and daily ration. Mar. Ecol. Prog. Ser. 315, 211-220. doi:10.3354/meps315211 Ayukai, T., 1987. Predation by Acartia clausi (Copepoda: Calanoida) on two species of tintinnids. Mar. Microb. Food Webs 2, 45-52. Azeiteiro, U.M., Marques, S.C., Vieira, L.M.R., Pastorinho, M.R.D., Ré, P.A.B., Pereira, M.J., Morgado, F.M.R., 2005. Dynamics of the Acartia genus (Calanoida: Copepoda) in a

oo

f

temperate shallow estuary (the Mondego estuary) on the western coast of Portugal. Acta Adriat. 46(1), 7-20.

pr

Badylak, S., Phlips, E.J., 2008. Spatial and temporal distributions of zooplankton in Tampa Bay,

Pr

https://doi.org/10.1093/plankt/fbn010

e-

Florida, including observations during a HAB event. J. Plankton Res. 30(4), 449-465.

Band-Schmidt, C.J., Pacheco-Chávez, R., Hernández-Trujillo, S., 2008. Influence of phytoplankton

al

diets on the ingestion rate and egg production of Acartia clausi and A. lilljeborgii

140.

rn

(Copepoda: Calanoida) from Bahía de La Paz, Gulf of California. Hidrobiológica 18, 133-

Jo u

Baptista, T.M.C., 1993. Microbiological observations in the Ria Formosa. M.Phil. Thesis, University of Wales, UK (unpublished) Barbosa, AB, 2010. Seasonal and interannual variability of planktonic microbes in a mesotidal coastal lagoon (Ria Formosa, SE Portugal): impact of climatic changes and local -human influences. In: Coastal Lagoons: critical habitats of environmental change, Eds.: H. Paerl and M. Kennish, CRC Press, Taylor & Francis Group, Marine Science Book Series, Boca Raton, 335-366 pp. ISBN: 978-1-4200-8830-4. Barbosa, A.B., Chícharo, M.A., 2011. Hydrology and Biota Interactions as Driving Forces for Ecosystem Functioning. In: Treatise on Estuarine and Coastal Science, E. Wolanski and D.S. McLusky (Eds.) Waltham. Academic Press, 10, pp. 7–47.

Journal Pre-proof Bentle, L.A., Dutta, S., Metcoff, J., 1981. The sequential enzymatic determination of DNA and RNA. Anal. Biochem. 116, 5-16. doi:10.1016/0003-2697(81)90314-6 Bojanić Varezić, D., Vidjak, O., Kraus, R., Precali, R., 2015. Regulating mechanisms of calanoid copepods variability in the northern Adriatic Sea: Testing the roles of west-east salinity and phytoplankton

gradients.

Estuar.

Coast.

Shelf

Sci.

164,

288-300.

https://doi.org/10.1016/j.ecss.2015.07.026 Brito, A.C., Quental, T., Coutinho, T.P., Branco, M.A.C., Falcão, M., Newton, A., Icely, J., Moita,

f

T., 2012. Phytoplankton dynamics in southern Portuguese coastal lagoons during a

oo

discontinuous period of 40 years: An overview. Estuar. Coast. Shelf Sci. 110, 147-156.

pr

https://doi.org/10.1016/j.ecss.2012.04.014

e-

Brookins, K.G., Epifanio, C.E., 1985. Abundance of brachyuran larvae in a small coastal inlet over six consecutive tidal cycles. Estuaries 8, 60-67. https://doi.org/10.2307/1352122

Pr

Buckley, L.J., Caldarone, E., Ong, T.-L., 1999. RNA–DNA ratio and other nucleic acid based

al

indicators for growth and condition of marine fishes. Hydrobiologia 401, 265–277. https://doi.org/10.1023/A:1003798613241

water

inputs

to

Jo u

pore

rn

Burnett, W.C., Bokuniewicz, H., Huettle, M., Moore, W.S., Taniguchi, M., 2003. Groundwater and the

coastal

zone.

Biogeochemistry

66,

3



33.

https://doi.org/10.1023/B:BIOG.0000006066.21240.53 Buttino, I., 1994. The effect of low concentrations of phenol and ammonia on egg-production rates, fecal pellet production and egg viability of the calanoid copepod Acartia clausi. Mar. Biol. 119, 629–634. https://doi.org/10.1007/BF00354327 Caldarone, E.M., Clemmesen, M.C., Berdalet, E., Miller, T.J., Folkvord, A., Holt, G.J., Olivar, M.P., Suthers, I.M., 2006. Intercalibration of four spectrofluorometric protocols for measuring RNA:DNA ratios in larval and juvenile fish. Limnol. Oceanogr. Methods 4, 153163. doi:10.4319/lom.2006.4.153

Journal Pre-proof Castro-Longoria, E., 2003. Egg production and hatching success of four Acartia species under different

temperature

and

salinity

regimes.

J.

Crust.

Biol.

23(2),

289-299.

https://doi.org/10.1163/20021975-99990339 Cerejo, M., Dias, J.M., 2007. Tidal transport and dispersal of marine toxic microalgae in a shallow, temperate

coastal

lagoon.

Mar.

Environ.

Res.

63,

313–340.

https://doi.org/10.1016/j.marenvres.2006.10.005 Chícharo, L., Chícharo, M.A., 2001. Effects of environmental conditions on planktonic abundances,

f

benthic recruitment and growth rates of Ruditapes decussatus in a coastal lagoon. Fish. Res.

oo

53(3), 235-250. https://doi.org/10.1016/S0165-7836(00)00290-3

pr

Chícharo, M.A., Chícharo, L., 2008. RNA:DNA ratio and other nucleic acid derived indices in

e-

marine ecology. Int. J. Mol. Sci. 9, 1453-1471. doi:10.3390/ijms9081453 Chícharo, M.A., Amaral, A., Faria, A., Morais, P., Mendes, C., Piló, D., Ben-Hamadou, R.,

Pr

Chícharo, L., 2012. Are tidal lagoons ecologically relevant to larval recruitment of small

al

pelagic fish? An approach using nutritional condition and growth rate. Estuar. Coast. Shelf Sci. 112, 265–279. https://doi.org/10.1016/j.ecss.2012.07.03

rn

Clarke, K.R., Gorley, R.N., 2006. Primer v6: user manual/tutorial. PRIMER-E, Plymouth.

Jo u

Cruz, J., Teodósio, M.A., Ben-Hamadou, R., Chícharo, L., Garrido, S., Ré, P., Santos, A.M.P., 2017. RNA:DNA ratios as a proxy of egg production rates of Acartia. Estuar. Coast. Shelf Sci. 187, 96–109, https://doi.org/10.1016/j.ecss.2016.12.028 Day, J.W.Jr., Hall, C.A.S., Kemp, W.M., Yáñez Arancibia, A., 1989. Estuarine ecology. WileyInterscience, New York, New York, USA, 558 pp. Deibel, D., Lowen, B., 2012. A review of the life cycles and life-history adaptations of pelagic tunicates

to

environmental

conditions.

https://doi.org/10.1093/icesjms/fsr159

ICES

J.

Mar.

Sci.

69(3),

358-369.

Journal Pre-proof Elser, J.J., Sterner, R.W., Gorokhova, E., Fagan, W.F., Markow, T.A., Cotner, J.B., Harrison, J.F., Hobbie, S.E., Odell, G.M., Weider, L.W., 2000. Biological stoichiometry from genes to ecosystems. Ecol. Lett. 3, 540-550. doi:10.1111/j.1461-0248.2000.00185.x Falcão, M.M., Vale, C., 1990. Study of the Ria Formosa ecosystem: benthic nutrient remineralization and tidal variability of nutrients in the water. Hydrobiologia 207, 137–146. https://doi.org/10.1007/BF00041450 Flores, A.A.V., Mazzuco, A.C.A., Bueno, M., 2007. A field study to describe diel, tidal and

f

semilunar rhythms of larval release in an assemblage of tropical rocky shore crabs. Mar.

oo

Biol. 151, 1989-2002. https://doi.org/10.1007/s00227-007-0639-7

pr

Forward Jr, R.B., 1987. Larval release rhythms of decapod crustaceans: an overview. Bull. Mar.

e-

Sci. 41(2), 165–176.

Frangópulos, M., Guisande, C., Maneiro, I., Riveiro, I., Franco, J., 2000. Short-term and long-term

Pr

effects of the toxic dinoflagellate Alexandrium minutum on the copepod Acartia clausi. Mar.

al

Ecol. Prog. Ser. 203, 161-169. doi:10.3354/meps203161

rn

Garrido, S., Ben-Hamadou, R., Oliveira, P.B., Cunha, M.E., Chícharo, M.A., van der Lingen, C.D., 2008. Diet and feeding intensity of sardine Sardina pilchardus: correlation with satellitechlorophyll

data.

Jo u

derived

Mar.

Ecol.

Prog.

Ser.

354,

245-256.

http://dx.doi.org/10.3354/meps07201 Gaudy, R., Cervetto, G., Pagano, M., 2000. Comparison of the metabolism of Acartia clausi and A. tonsa: influence of temperature and salinity. J. Exp. Mar. Biol. Ecol. 247, 51-65. https://doi.org/10.1016/S0022-0981(00)00139-8 Gorokhova, E., 2003. Relationships between nucleic acid levels and egg production rates in Acartia bifilosa: implications for growth assessment of copepods in situ. Mar. Ecol. Prog. Ser. 262, 163-172. doi:10.3354/meps262163 Greenwald, G.M., Hurlbert, S.H., 1993. Microcosm analysis of salinity effects on coastal lagoon plankton assemblages. Hydrobiologia 267, 307-335. https://doi.org/10.1007/BF00018810

Journal Pre-proof Gunter, G., 1961. Some relations of estuarine organisms to salinity. Limnol. Oceanogr. 6, 182–190. DOI: 10.4319/lo.1961.6.2.0182 Hasle, G.R., 1978. The inverted-microscope method. In: Phytoplankton Manual, Ed.: A. Sournia, Monographs on Oceanographic Methodology, UNESCO, 88-98 pp. Heerkloss, R., Schnese, W., Adamkiewicz-Chojnacka, B., 1991. Influence of eutrophication on seasonal variations of zooplankton biomass in shallow coastal lagoons of the Southern Baltic. Acta Ichthyol. Pisc. XXI:67-76.

f

Hogfors, H., Holmborn, T., Hajdu, S., Gorokhova, E., 2011. Does female RNA content reflect

oo

viable egg production in copepods? A test with the Baltic copepod Acartia tonsa. J.

pr

Plankton Res. 33(9), 1460-1463. doi: 10.1093/plankt/fbr043

e-

Ibánhez, J.S.P., Leote, C., Rocha, C., 2013. Seasonal enhancement of submarine groundwater discharge (SGD)-derived nitrate loading into the Ria Formosa coastal lagoon assessed by 1NO3- profiles. Estuar. Coast. Shelf Sci. 132, 56-64.

Pr

D modeling of benthic

al

https://doi.org/10.1016/j.ecss.2012.04.015

Ikeda, T., San, F.; Yamaguchi, A., Matsuishi, T., 2007. RNA:DNA ratios of calanoid copepods

rn

from the epipelagic through abyssopelagic zones of the North Pacific Ocean. Aquat. Biol. 1,

Jo u

99-108. doi:10.3354/ab00011

Katechakis, A., Stibor, H., 2004. Feeding selectivities of the marine cladocerans Penilia avirostris, Podon

intermedius

and

Evadne

nordmanni.

Mar.

Biol.

145,

529-539.

https://doi.org/10.1007/s00227-004-1347-1 Kimmerer, W.J., Ferm, N., Nicolini, M.H., Peñalva, C., 2005. Chronic food limitation of egg production in populations of copepods of the genus Acartia in the San Francisco estuary. Estuaries 28(4), 541-550. doi:10.1007/BF02696065 Kiørboe, T., 1997. Small-scale turbulence, marine snow formation, and planktivorous feeding. In: Lecture Notes on Turbulence and Plankton. Sci. Mar. 61(supl. 1), 141-158.

Journal Pre-proof Kiørboe, T., Sabatini, M., 1995. Scaling of fecundity, growth and development in marine planktonic copepods. Mar. Ecol. Prog. Ser. 120, 285-298. doi:10.3354/meps120285 Kobari, T., Mori, H., Tokushige, H., 2013. Nucleic acids and protein content in ontogenetically migrating copepods in the Oyashio region as influenced by development stage and depth distribution. J. Plankton Res. 35(1), 97-104. doi:10.1093/plankt/fbs072 Last, K.S., Bailhache, T., Kramer, C., Kyriacou, C.P., Rosato, E., Olive, P.J., 2009. Tidal, daily, and lunar-day activity cycles in the marine polychaete Nereis virens. Chronobiol. Int. 26(2), 167-

f

83. DOI:10.1080/07420520902774524

oo

Leandro, S. M., Morgado, F., Pereira, F., Queiroga, H., 2007. Temporal changes of abundance,

Portugal).

Estuar.

Coast.

Shelf

Sci.

74,

215-222.

e-

Aveiro,

pr

biomass and production of copepod community in a shallow temperate estuary (Ria de

https://doi.org/10.1016/j.ecss.2007.04.009

Pr

Leandro, S.M., Tiselius, P., Marques, S.C, Avelelas, F., Correia, C., Sá, P., Queiroga, H., 2014.

al

Copepod production estimated by combining in situ data and specific temperaturedependent somatic growth models. Hydrobiologia 741, 139-152. doi:10.1007/s10750-014-

rn

1833-5

Jo u

Leote, C., Ibánhez, J.S.P., Rocha, C., 2008. Submarine Groundwater Discharge as a nitrogen source to the Ria Formosa studied with seepage meters. Biogeochemistry 88, 185-194. https://doi.org/10.1007/s10533-008-9204-9 López-Urrutia, A., Harris, R.P., Smith, T., 2004. Predation by calanoid copepods on the appendicularian

Oikopleura

dioica.

Limnol.

Oceanogr.

49(1),

303-307.

https://doi.org/10.4319/lo.2004.49.1.0303 Marques, A., 2005. Distribution of the Plankton Community in the Ria Formosa, a Coastal Lagoon in South Eastern Portugal. Philosophiae Doctor Thesis. University of Wales. 238 pp. Mauchline, J., 1998. The biology of calanoid copepods. Adv. Mar. Biol. 33, 1–710.

Journal Pre-proof Moraitou-Apostolopoulou, M., Verriopoulos, G., 1981. Egg viability in two populations of Acartia clausi exposed to different degrees of pollution. Vie Milieu 31(1), 65 -69. Morgan, S.G., Christy, J.H., 1997. Planktivorous fishes as selective agents for reproductive synchrony. J. Exp. Mar. Biol. Ecol. 209, 89-101. https://doi.org/10.1016/S00220981(96)02690-1 Nakata, K., Nakano, H., Kikuchi, H., 1994. Relationship between egg productivity and RNA/DNA ratio in Paracalanus sp. In the frontal waters of the Kurshio. Mar. Biol. 119, 591–596.

f

doi:10.1007/BF00354322

oo

Nasrolahi, A., Havenhand, J., Wrange, A.-L., Pansch, C., 2016. Population and life-stage specific

pr

sensitivities to temperature and salinity stress in barnacles. Sci. Rep. 6, 32263.

e-

https://doi.org/10.1038/srep32263

Newton, A., Mudge, S.M., 2003. Temperature and salinity regimes in a shallow, mesotidal lagoon, Ria

Formosa,

Portugal.

Estuar.

Pr

the

Coast.

Shelf

Sci.

57,

73-85.

al

https://doi.org/10.1016/S0272-7714(02)00332-3 Ning, J., Li, C., Yang, G., Wan, A., Sun, S., 2013. Use of RNA:DNA ratios to evaluate the

rn

condition and growth of the copepod Calanus sinicus in the Southern Yellow Sea. Deep-Sea

Jo u

Res. II 97, 109-116. doi:10.1016/j.dsr2.2013.05.019 Nival, S., Ravera, S., 1979. Morphological studies of the appendages of the marine cladoceran Evadne spinifera Müller by means of the scanning electron microscope. J. Plankton Res. 1, 207–213. https://doi.org/10.1093/plankt/1.3.207 Pacheco, A., Ferreira, Ó., Williams, J.J., Garel, E., Dias, J.A., 2010. Hydrodynamics and equilibrium

of

a

multiple-inlet

system.

Mar.

Geol.

274,

32-42.

https://doi.org/10.1016/j.margeo.2010.03.003 Pagano, M., Kouassi, E., Arfi, R., Bouvy, M., Saint-Jean, L., 2004. In situ spawning rate of the calanoid copepod Acartia clausi in a tropical lagoon (Ebrié, Côte d’lvoire): Diel variations and effects of environmental factors. Zool. Stud. 43(2), 244-254.

Journal Pre-proof Palomares-García, R., Bustillos-Guzmán, J., Band-Schmidt, C.J., López-Cortés, D., Luckas, B., 2006. Effect of the toxic dinoflagellate Gymnodinium catenatum on the grazing, egg production, and hatching success of the copepod Acartia clausi. Cienc. Mar. 32, 111-119. https://doi.org/10.7773/cm.v32i12.1041 Pereira, R, Teodósio, M.A., Garrido, S., 2014. An experimental study of Aurelia aurita feeding behaviour: inference of the potential predation impact on a temperate estuarine nursery area. Estuar. Coast. Shelf Sci. 146, 102-110. https://doi.org/10.1016/j.ecss.2014.05.026

f

Poulet, S.A., Ianora, A., Laabir, M., Klein Bretler, W.C.M., 1995. Towards the measurement of

oo

secondary production and recruitment in copepods. ICES J. Mar. Sci. 52, 359–368.

pr

doi:10.1016/1054-3139(95)80051-4

e-

Primo, A.L., Azeiteiro, U.M., Marques, S.C., Martinho, F., Pardal, M.A., 2009. Changes in zooplankton diversity and distribution pattern under varying precipitation regimes in a temperate

estuary. Estuar.

Coast.

Pr

southern

Shelf

Sci.

82(2),

341-347.

al

https://doi.org/10.1016/j.ecss.2009.01.019

R Development Core Team, 2013. R: A Language and Environment for Statistical Computing. R

rn

Foundation for Statistical Computing. (available. from http://www.Rproject.org).

Jo u

Repelin, R., 1985. Le zooplancton dans le système lagunaire Ivorien. Variations saisonnières et cycles nychtéméraux en Lagune Ebrié. Doc. Sc. Cent. Rech. Océanogr. Abidjan, 16, 1-43. Runge, J.A., Roff, J.C., 2000. The measurement of growth and reproductive rates. In Harris, R., Wiebe, P., Lenz, J., Skjoldal, H.R., Huntley, M. (eds), ICES Zooplankton Methodology Manual. Academic Press, London, pp. 401–454. Saiz, E., Calbet, A., Fara, A., Berdalet, E., 1998. RNA content of copepods as a tool for determining adult

growth

rates

in

the

field.

Limnol.

Oceanogr.

43,

465–470.

doi:10.4319/lo.1998.43.3.0465 Sakamoto, Y., Ishiguro, M., Kitagawa, G., 1986. Akaike information criterion statistics. D. Reidel Publishing Company, Dordrecht, The Netherlands.

Journal Pre-proof Schelske, C.L., Odum, E.P., 1962. Mechanisms maintaining high productivity in Georgia estuaries. Proc. Gulf Caribb. Fish. Inst. 14, 75-80. Schultz, M., Kiørboe, T., 2009. Active prey selection in two pelagic copepods feeding on potentially toxic

and non-toxic

dinoflagellates.

J.

Plankton Res.

31,

553–561.

https://doi.org/10.1093/plankt/fbp010 Smayda, 1978. From phytoplankters to biomass. In: Sournia, A. (Ed.), Phytoplankton Manual. UNESCO, New York, pp. 273e279.

or

local

effect?

J.

Plankton

oo

methodological

f

Sprung, M., 1994. High larval abundances in the Ria Formosa (Southern Portugal) – 16(2),

151-160.

pr

https://doi.org/10.1093/plankt/16.2.151

Res.

e-

Troedsson, C., Bouquet, J.-M., Aksnes, D.L., Thompson, E.M., 2002. Resource allocation between somatic growth and reproductive output in the pelagic chordate Oikopleura dioica allows

Pr

opportunistic response to nutritional variation. Mar. Ecol. Prog. Ser. 243, 83–91.

al

doi:10.3354/meps243083

rn

Troedsson, C., Bouquet, J.-M., Lobon, C.M., Novac, A., Nejstgaard, J.C., Dupont, S., Bosak, S., Jakobsen, H.H., Romanova, N., Pankoke, L.M., Isla, A., Dutz, J., Sazhin, A.F., Thompson,

Jo u

E.M., 2013. Effects of ocean acidification, temperature and nutrient regimes on the appendicularian Oikopleura dioica: a mesocosm study. Mar. Biol. 160, 2175-2187. doi: 10.1007/s00227-012-2137-9 Uye, S., 1981. Fecundity studies of neritic calanoid copepods Acartia clausi Giesbrecht and A. Steueri Smirnov: a simple empirical model of daily egg production. J. Exp. Mar. Biol. Ecol. 50, 255-271. doi:10.1016/0022-0981(81)90053-8 Wagner, M., Durbin, E., Buckley, L., 1998. RNA:DNA ratios as indicators of nutritional condition in the

copepod

Calanus

doi:10.3354/meps162173

finmarchicus.

Mar.

Ecol.

Prog.

Ser. 162, 173-181.

Journal Pre-proof Wagner, M.M., Campbell, R.G., Boudreau, C.A., Durbin, E.G., 2001. Nucleic acids and growth of Calanus finmarchicus in the laboratory under different food and temperature conditions. Mar. Ecol. Prog, Ser. 221, 185-197. doi:10.3354/meps221185 Wiebe, P.H., 1988. Functional regression equations for zooplankton displacement volume, wet weight, dry weight, and carbon: A correction. Fish. Bull. 86(4), 833-835. Williams, W.D., 2001. Anthropogenic salinization of inland waters. Hydrobiologia 466, 329-337. DOI: 10.1023/A:1014598509028

f

Wood, S.N., 2006. Generalized Additive Models: An Introduction with R. Boca Raton: Chapman

oo

and Hall–CRC, London, 391 p.

pr

Vehmaa, A., Kremp, A., Tamminen, T., Hogfors, H., Spilling, K., Engström-Öst, J., 2012. Copepod

e-

reproductive success in spring-bloom communities with modified diatom and dinoflagellate dominance. ICES J. Mar. Sci. 69(3), 351-357. doi:10.1093/icesjms/fsr138

Pr

Venables, W.N., Ripley, B.D., 2002. Modern Applied Statistics with S, 4th ed. Springer-Verlag,

al

New York.

Vieira, L.R., Guilhermino, L., Morgado, F., 2015. Zooplankton structure and dynamics in two

rn

estuaries from the Atlantic coast in relation to multi-stressors exposure. Estuar. Coast. Shelf

Jo u

Sci. 167, 347-367. https://doi.org/10.1016/j.ecss.2015.10.012

Journal Pre-proof

f o

l a

o J

n r u

r P

e

o r p

Journal Pre-proof Declaration of interests

☒ The authors declare that they have no known competing financial interests or personal relationships that could have appeared to influence the work reported in this paper.

☐The authors declare the following financial interests/personal relationships which may be considered as potential competing interests:

f o

l a

o J

n r u

r P

e

o r p

Journal Pre-proof Highlights    

Salinity is the main influence on the zooplanktonic community and production Tidal phase, temperature and food important in shaping zooplanktonic communities RNA:DNA ratio is a good proxy of copepod egg production rate Different timescales should be used in regular monitoring of planktonic assemblages

f o

l a

o J

n r u

r P

e

o r p